# Medical Time Series Classification on PTB-XL 5-Classes Source: [Medical Time Series Classification on PTB-XL 5-Classes]() Collection index: [llms.txt]() Data updated: 2026-05-22T09:01:54.374Z Evaluation of Medical Time Series Classification performance on the 5-class subset of the PTB-XL dataset, reporting Accuracy, Precision, Recall, F1-score, and AUROC. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Medical Time Series Classification | | Dataset (including any stated split) | PTB-XL 5-Classes | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 38 of 38 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1-score](): Higher is better; unit: PERCENT. - [AUROC](): Higher is better; unit: PERCENT. - [AUPRC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Nonformer | 89.1 | Not recorded | 6a0fe30cf984739ed6739d93 | | Transformer | 88.38 | Not recorded | 6a0fe30cf984739ed6739d93 | | BioFormer | 85.73 | Not recorded | 6a0fe30cf984739ed6739d93 | | Medformer | 81.6 | Not recorded | 6a0fe30cf984739ed6739d93 | | SoftShape | 78.69 | Not recorded | 6a0fe30cf984739ed6739d93 | | Reformer | 77.43 | Not recorded | 6a0fe30cf984739ed6739d93 | | Crossformer | 75.98 | Not recorded | 6a0fe30cf984739ed6739d93 | | PatchTST | 75.44 | Not recorded | 6a0fe30cf984739ed6739d93 | | Informer | 75.12 | Not recorded | 6a0fe30cf984739ed6739d93 | | TS-Fingerprint | 73.98 | Not recorded | 69f82806c0f56ed8430889b3 | | MTST | 73.97 | Not recorded | 6a0fe30cf984739ed6739d93 | | SoftShape | 73.94 | Not recorded | 6a0fe30cf984739ed6739d93 | | BioFormer | 73.37 | Not recorded | 6a0fe30cf984739ed6739d93 | | Crossformer | 73.3 | Not recorded | 69f82806c0f56ed8430889b3 | | Crossformer | 73.3 | Not recorded | 6a0fe30cf984739ed6739d93 | | PatchTST | 73.23 | Not recorded | 69f82806c0f56ed8430889b3 | | PatchTST | 73.23 | Not recorded | 6a0fe30cf984739ed6739d93 | | Medformer | 72.87 | Not recorded | 69f82806c0f56ed8430889b3 | | Medformer | 72.87 | Not recorded | 6a0fe30cf984739ed6739d93 | | MTST | 72.14 | Not recorded | 69f82806c0f56ed8430889b3 | | MTST | 72.14 | Not recorded | 6a0fe30cf984739ed6739d93 | | Reformer | 71.72 | Not recorded | 69f82806c0f56ed8430889b3 | | Reformer | 71.72 | Not recorded | 6a0fe30cf984739ed6739d93 | | Informer | 71.43 | Not recorded | 69f82806c0f56ed8430889b3 | | Informer | 71.43 | Not recorded | 6a0fe30cf984739ed6739d93 | | Transformer | 70.59 | Not recorded | 69f82806c0f56ed8430889b3 | | Transformer | 70.59 | Not recorded | 6a0fe30cf984739ed6739d93 | | Nonformer | 70.56 | Not recorded | 69f82806c0f56ed8430889b3 | | Nonformer | 70.56 | Not recorded | 6a0fe30cf984739ed6739d93 | | iTransformer | 70.39 | Not recorded | 6a0fe30cf984739ed6739d93 | | iTransformer | 69.28 | Not recorded | 69f82806c0f56ed8430889b3 | | iTransformer | 69.28 | Not recorded | 6a0fe30cf984739ed6739d93 | | Autoformer | 64.42 | Not recorded | 6a0fe30cf984739ed6739d93 | | Autoformer | 61.68 | Not recorded | 69f82806c0f56ed8430889b3 | | Autoformer | 61.68 | Not recorded | 6a0fe30cf984739ed6739d93 | | FEDformer | 59.9 | Not recorded | 6a0fe30cf984739ed6739d93 | | FEDformer | 57.2 | Not recorded | 69f82806c0f56ed8430889b3 | | FEDformer | 57.2 | Not recorded | 6a0fe30cf984739ed6739d93 | ### Nonformer Accuracy: 89.1. Result ID: 6a101b77fbc373592c09482e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### Transformer Accuracy: 88.38. Result ID: 6a101b77fbc373592c094829. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### BioFormer Accuracy: 85.73. Result ID: 6a101b77fbc373592c094835. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### Medformer Accuracy: 81.6. Result ID: 6a101b77fbc373592c094833. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### SoftShape Accuracy: 78.69. Result ID: 6a101b77fbc373592c094834. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### Reformer Accuracy: 77.43. Result ID: 6a101b77fbc373592c09482a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### Crossformer Accuracy: 75.98. Result ID: 6a101b77fbc373592c094830. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### PatchTST Accuracy: 75.44. Result ID: 6a101b77fbc373592c09482f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### Informer Accuracy: 75.12. Result ID: 6a101b77fbc373592c09482b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### TS-Fingerprint Accuracy: 73.98. Result ID: 69f8592847f34ce924dc0d24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MTST Accuracy: 73.97. Result ID: 6a101b77fbc373592c094832. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### SoftShape Accuracy: 73.94. Result ID: 6a101b77fbc373592c094868. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### BioFormer Accuracy: 73.37. Result ID: 6a101b77fbc373592c094869. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### Crossformer Accuracy: 73.3. Result ID: 69f8592847f34ce924dc0d1a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Crossformer Accuracy: 73.3. Result ID: 6a101b77fbc373592c094864. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### PatchTST Accuracy: 73.23. Result ID: 69f8592847f34ce924dc0d20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PatchTST Accuracy: 73.23. Result ID: 6a101b77fbc373592c094863. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### Medformer Accuracy: 72.87. Result ID: 69f8592847f34ce924dc0d23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Medformer Accuracy: 72.87. Result ID: 6a101b77fbc373592c094867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### MTST Accuracy: 72.14. Result ID: 69f8592847f34ce924dc0d1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MTST Accuracy: 72.14. Result ID: 6a101b77fbc373592c094866. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### Reformer Accuracy: 71.72. Result ID: 69f8592847f34ce924dc0d21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Reformer Accuracy: 71.72. Result ID: 6a101b77fbc373592c09485e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### Informer Accuracy: 71.43. Result ID: 69f8592847f34ce924dc0d1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Informer Accuracy: 71.43. Result ID: 6a101b77fbc373592c09485f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### Transformer Accuracy: 70.59. Result ID: 69f8592847f34ce924dc0d22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer Accuracy: 70.59. Result ID: 6a101b77fbc373592c09485d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### Nonformer Accuracy: 70.56. Result ID: 69f8592847f34ce924dc0d1f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Nonformer Accuracy: 70.56. Result ID: 6a101b77fbc373592c094862. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### iTransformer Accuracy: 70.39. Result ID: 6a101b77fbc373592c094831. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### iTransformer Accuracy: 69.28. Result ID: 69f8592847f34ce924dc0d1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTransformer Accuracy: 69.28. Result ID: 6a101b77fbc373592c094865. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### Autoformer Accuracy: 64.42. Result ID: 6a101b77fbc373592c09482c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### Autoformer Accuracy: 61.68. Result ID: 69f8592847f34ce924dc0d19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Autoformer Accuracy: 61.68. Result ID: 6a101b77fbc373592c094860. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. ### FEDformer Accuracy: 59.9. Result ID: 6a101b77fbc373592c09482d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setup":"subject-dependent"}. This record does not assert independent reproduction. ### FEDformer Accuracy: 57.2. Result ID: 69f8592847f34ce924dc0d1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FEDformer Accuracy: 57.2. Result ID: 6a101b77fbc373592c094861. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"cross-subject"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.